01
Gather the context
Collect the agreement, approved client records, and current service requirements into one case view with source links.
Illustrative scenario / Client operations
From scattered documents
to a prepared decision.
Organize agreements, records, and service requirements into a source-linked review package, with approval kept with the responsible team.
How to read this page
Illustrative scenario — not a named customer result. The profile, baseline, and arithmetic below are a worked example. Replace every input with evidence from your own workflow before making an investment decision.
Illustrative profile & problem
Where the work
stalls today.
Illustrative profile: a mid-size professional-services firm onboarding about 120 new client matters a month across email, shared drives, and a CRM. No single owner can see a complete case without chasing colleagues.
Intake material arrives incomplete and in different formats. Service staff spend senior time gathering documents, re-keying details, and discovering missing requirements late, so cases wait on information rather than judgment.
Measure before building
Establish the baseline
you will be judged against.
- Eligible cases per month and the share that arrive complete.
- Total staff minutes per case: gathering, preparation, chasing, review, and rework.
- Elapsed business days from intake to service-ready, split by complete and incomplete cases.
- Repeat information requests, missed requirements, and cases returned after handoff.
Record who measured each input, over what period, and which cases were excluded. A baseline nobody trusts cannot support an investment decision.
Illustrative solution
Connect the steps
that create value.
02
Prepare the review
Extract key details, compare them with requirements, list gaps and conflicts, and draft the clarification request.
03
Keep approval explicit
Route the package to the accountable reviewer. No business record changes before approval.
04
Coordinate the handoff
Carry the accepted case into approved systems and reconcile the recorded state if an update is interrupted.
Controls & evaluation
Keep judgment
and evidence explicit.
- Case access follows the responsible team; retrieved documents cannot expand permissions or redefine the task.
- Every extracted field links to its source passage. Missing or conflicting evidence stays visible instead of being filled in.
- Evaluation covers complete, incomplete, conflicting, restricted, and interrupted cases before any wider rollout.
- Reviewers can correct, reject, or pause the workflow. A manual path remains available.
Illustrative value model
Do the arithmetic.
Then test the assumptions.
Worked example at 120 eligible cases a month. Baseline total effort is 185 minutes per case. The illustrative future state is 115 minutes, including human review. The difference is a hypothesis to test in an assessment, not a delivered saving.
Scroll across the table to read all columns.
| Effort | Illustrative baseline | Illustrative future state |
|---|---|---|
| Gather documents and records | 70 min | 35 min |
| Prepare and check the case | 65 min | 40 min |
| Human review of prepared package | Included above | 25 min |
| Chasing and rework | 50 min | 15 min |
| Total staff effort per case | 185 min | 115 min |
| Monthly capacity effect | — | 70 min × 120 cases = 140 hours before support |
Allow about 12 hours a month in this example for source maintenance, evaluation upkeep, and support, leaving roughly 128 hours of released capacity. If review and rework together take 65 minutes instead of 40, the benefit roughly halves. Measure elapsed time separately: capacity released does not automatically mean clients are served faster.
Released capacity is not automatically cash saved. Agree with the operating owner how time would be redeployed and which recurring technology and support costs must be deducted.
Acceptance & handover
Agree what “working”
must prove.
- Review packages are complete and source-linked on representative cases, with gaps and conflicts explicitly listed.
- No restricted case material appears outside the permitted team in evaluation or operation.
- Accepted cases reach the intended state in source systems, including interrupted and retried handoffs.
- Total staff effort, rework, and elapsed time improve against the agreed baseline without shifting hidden work to reviewers.
When we would recommend stopping
Stop or redesign if source ownership cannot be established, reviewers cannot verify extracted details faster than preparing cases manually, or an existing CRM workflow solves the gathering problem without AI.
Your next step
Test this scenario against your workflow.
Bring your volumes, systems, and difficult cases. We will help establish the baseline and whether an assessment is worthwhile.